Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	8949
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.7 MiB
Average record size in memory	197.5 B

Variable types

Numeric	19
Categorical	1

Alerts

`balance` is highly overall correlated with `balance_freq` and 5 other fields	High correlation
`balance_freq` is highly overall correlated with `balance` and 2 other fields	High correlation
`purchases` is highly overall correlated with `one_purchases` and 5 other fields	High correlation
`one_purchases` is highly overall correlated with `purchases` and 2 other fields	High correlation
`install_purchases` is highly overall correlated with `purchases` and 3 other fields	High correlation
`cash_adv` is highly overall correlated with `balance` and 3 other fields	High correlation
`purchases_freq` is highly overall correlated with `purchases` and 3 other fields	High correlation
`one_purchases_freq` is highly overall correlated with `purchases` and 3 other fields	High correlation
`purchases_install_freq` is highly overall correlated with `purchases` and 3 other fields	High correlation
`cash_adv_freq` is highly overall correlated with `balance` and 3 other fields	High correlation
`cash_adv_trx` is highly overall correlated with `balance` and 3 other fields	High correlation
`purchases_trx` is highly overall correlated with `purchases` and 5 other fields	High correlation
`min_pay` is highly overall correlated with `balance` and 2 other fields	High correlation
`gross_revenue` is highly overall correlated with `balance` and 5 other fields	High correlation
`one_payment` is highly overall correlated with `one_purchases_freq`	High correlation
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`purchases` has 2043 (22.8%) zeros	Zeros
`one_purchases` has 4301 (48.1%) zeros	Zeros
`install_purchases` has 3915 (43.7%) zeros	Zeros
`cash_adv` has 4628 (51.7%) zeros	Zeros
`purchases_freq` has 2042 (22.8%) zeros	Zeros
`one_purchases_freq` has 4301 (48.1%) zeros	Zeros
`purchases_install_freq` has 3914 (43.7%) zeros	Zeros
`cash_adv_freq` has 4628 (51.7%) zeros	Zeros
`cash_adv_trx` has 4628 (51.7%) zeros	Zeros
`purchases_trx` has 2043 (22.8%) zeros	Zeros
`payments` has 240 (2.7%) zeros	Zeros
`min_pay` has 313 (3.5%) zeros	Zeros
`prc_full_pay` has 5902 (66.0%) zeros	Zeros

Reproduction

Analysis started	2023-02-22 17:49:32.361842
Analysis finished	2023-02-22 17:50:28.782347
Duration	56.42 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	8949
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14599.957

Minimum	10001
Maximum	19190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	10001
5-th percentile	10464.2
Q1	12307
median	14598
Q3	16900
95-th percentile	18732.6
Maximum	19190
Range	9189
Interquartile range (IQR)	4593

Descriptive statistics

Standard deviation	2651.4422
Coefficient of variation (CV)	0.18160617
Kurtosis	-1.1994295
Mean	14599.957
Median Absolute Deviation (MAD)	2297
Skewness	-0.00073549296
Sum	1.3065502 × 10⁸
Variance	7030145.7
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10001	1	< 0.1%
16136	1	< 0.1%
16130	1	< 0.1%
16131	1	< 0.1%
16132	1	< 0.1%
16133	1	< 0.1%
16134	1	< 0.1%
16135	1	< 0.1%
16137	1	< 0.1%
16145	1	< 0.1%
Other values (8939)	8939	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10001	1	< 0.1%
10002	1	< 0.1%
10003	1	< 0.1%
10004	1	< 0.1%
10005	1	< 0.1%
10006	1	< 0.1%
10007	1	< 0.1%
10008	1	< 0.1%
10009	1	< 0.1%
10010	1	< 0.1%

Value	Count	Frequency (%)
19190	1	< 0.1%
19189	1	< 0.1%
19188	1	< 0.1%
19187	1	< 0.1%
19186	1	< 0.1%
19185	1	< 0.1%
19184	1	< 0.1%
19183	1	< 0.1%
19182	1	< 0.1%
19181	1	< 0.1%

balance
Real number (ℝ)

Distinct	8870
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1564.6476

Minimum	0
Maximum	19043.139
Zeros	80
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	8.8139652
Q1	128.36578
median	873.68028
Q3	2054.3728
95-th percentile	5909.3779
Maximum	19043.139
Range	19043.139
Interquartile range (IQR)	1926.0071

Descriptive statistics

Standard deviation	2081.584
Coefficient of variation (CV)	1.3303852
Kurtosis	7.6740465
Mean	1564.6476
Median Absolute Deviation (MAD)	800.04525
Skewness	2.3932705
Sum	14002031
Variance	4332992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	80	0.9%
40.900749	1	< 0.1%
468.851415	1	< 0.1%
5058.299635	1	< 0.1%
296.905944	1	< 0.1%
1084.652647	1	< 0.1%
237.198442	1	< 0.1%
1636.518315	1	< 0.1%
1213.551338	1	< 0.1%
252.717781	1	< 0.1%
Other values (8860)	8860	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	80	0.9%
0.000199	1	< 0.1%
0.001146	1	< 0.1%
0.001214	1	< 0.1%
0.001289	1	< 0.1%
0.004816	1	< 0.1%
0.006651	1	< 0.1%
0.009684	1	< 0.1%
0.01968	1	< 0.1%
0.021102	1	< 0.1%

Value	Count	Frequency (%)
19043.13856	1	< 0.1%
18495.55855	1	< 0.1%
16304.88925	1	< 0.1%
16259.44857	1	< 0.1%
16115.5964	1	< 0.1%
15532.33972	1	< 0.1%
15258.2259	1	< 0.1%
15244.74865	1	< 0.1%
15155.53286	1	< 0.1%
14581.45914	1	< 0.1%

balance_freq
Real number (ℝ)

Distinct	43
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.87735013

Minimum	0
Maximum	1
Zeros	80
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.272727
Q1	0.888889
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.111111

Descriptive statistics

Standard deviation	0.2367981
Coefficient of variation (CV)	0.26990148
Kurtosis	3.0976066
Mean	0.87735013
Median Absolute Deviation (MAD)	0
Skewness	-2.0241932
Sum	7851.4063
Variance	0.05607334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1	6211	69.4%
0.909091	410	4.6%
0.818182	278	3.1%
0.727273	223	2.5%
0.545455	219	2.4%
0.636364	209	2.3%
0.454545	172	1.9%
0.363636	170	1.9%
0.272727	151	1.7%
0.181818	146	1.6%
Other values (33)	760	8.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	80	0.9%
0.090909	67	0.7%
0.1	8	0.1%
0.111111	5	0.1%
0.125	9	0.1%
0.142857	7	0.1%
0.166667	6	0.1%
0.181818	146	1.6%
0.2	9	0.1%
0.222222	5	0.1%

Value	Count	Frequency (%)
1	6211	69.4%
0.909091	410	4.6%
0.9	55	0.6%
0.888889	53	0.6%
0.875	57	0.6%
0.857143	51	0.6%
0.833333	60	0.7%
0.818182	278	3.1%
0.8	20	0.2%
0.777778	22	0.2%

purchases
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6203
Distinct (%)	69.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1003.3169

Minimum	0
Maximum	49039.57
Zeros	2043
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	39.8
median	361.49
Q3	1110.17
95-th percentile	3998.764
Maximum	49039.57
Range	49039.57
Interquartile range (IQR)	1070.37

Descriptive statistics

Standard deviation	2136.7278
Coefficient of variation (CV)	2.1296639
Kurtosis	111.37992
Mean	1003.3169
Median Absolute Deviation (MAD)	361.49
Skewness	8.1439693
Sum	8978683.3
Variance	4565605.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2043	22.8%
45.65	27	0.3%
60	16	0.2%
150	16	0.2%
300	13	0.1%
200	13	0.1%
100	13	0.1%
450	12	0.1%
50	10	0.1%
600	10	0.1%
Other values (6193)	6776	75.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2043	22.8%
0.01	4	< 0.1%
0.05	1	< 0.1%
0.24	1	< 0.1%
0.7	1	< 0.1%
1	2	< 0.1%
1.4	1	< 0.1%
2	1	< 0.1%
4.44	1	< 0.1%
4.8	1	< 0.1%

Value	Count	Frequency (%)
49039.57	1	< 0.1%
41050.4	1	< 0.1%
40040.71	1	< 0.1%
38902.71	1	< 0.1%
35131.16	1	< 0.1%
32539.78	1	< 0.1%
31299.35	1	< 0.1%
27957.68	1	< 0.1%
27790.42	1	< 0.1%
26784.62	1	< 0.1%

one_purchases
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4014
Distinct (%)	44.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	592.50357

Minimum	0
Maximum	40761.25
Zeros	4301
Zeros (%)	48.1%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	38
Q3	577.83
95-th percentile	2671.528
Maximum	40761.25
Range	40761.25
Interquartile range (IQR)	577.83

Descriptive statistics

Standard deviation	1659.9689
Coefficient of variation (CV)	2.8016183
Kurtosis	164.17206
Mean	592.50357
Median Absolute Deviation (MAD)	38
Skewness	10.044622
Sum	5302314.5
Variance	2755496.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4301	48.1%
45.65	46	0.5%
50	17	0.2%
200	15	0.2%
60	13	0.1%
100	13	0.1%
150	12	0.1%
70	12	0.1%
1000	12	0.1%
250	11	0.1%
Other values (4004)	4497	50.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4301	48.1%
0.01	7	0.1%
0.02	2	< 0.1%
0.05	1	< 0.1%
0.24	1	< 0.1%
0.7	1	< 0.1%
1	4	< 0.1%
1.4	2	< 0.1%
2	1	< 0.1%
4.99	1	< 0.1%

Value	Count	Frequency (%)
40761.25	1	< 0.1%
40624.06	1	< 0.1%
34087.73	1	< 0.1%
33803.84	1	< 0.1%
26547.43	1	< 0.1%
26514.32	1	< 0.1%
25122.77	1	< 0.1%
24543.52	1	< 0.1%
23032.97	1	< 0.1%
22257.39	1	< 0.1%

install_purchases
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4452
Distinct (%)	49.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	411.11358

Minimum	0
Maximum	22500
Zeros	3915
Zeros (%)	43.7%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	89
Q3	468.65
95-th percentile	1750.42
Maximum	22500
Range	22500
Interquartile range (IQR)	468.65

Descriptive statistics

Standard deviation	904.37821
Coefficient of variation (CV)	2.1998257
Kurtosis	96.567168
Mean	411.11358
Median Absolute Deviation (MAD)	89
Skewness	7.2988232
Sum	3679055.4
Variance	817899.94
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3915	43.7%
300	14	0.2%
200	14	0.2%
100	14	0.2%
150	12	0.1%
125	11	0.1%
75	9	0.1%
350	8	0.1%
450	8	0.1%
500	8	0.1%
Other values (4442)	4936	55.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3915	43.7%
1.95	1	< 0.1%
4.44	1	< 0.1%
4.8	1	< 0.1%
6.33	1	< 0.1%
7.26	1	< 0.1%
7.67	1	< 0.1%
9.28	1	< 0.1%
9.58	1	< 0.1%
9.65	1	< 0.1%

Value	Count	Frequency (%)
22500	1	< 0.1%
15497.19	1	< 0.1%
14686.1	1	< 0.1%
13184.43	1	< 0.1%
12738.47	1	< 0.1%
12560.85	1	< 0.1%
12541	1	< 0.1%
12375	1	< 0.1%
12235.05	1	< 0.1%
12128.94	1	< 0.1%

cash_adv
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4322
Distinct (%)	48.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	978.95962

Minimum	0
Maximum	47137.212
Zeros	4628
Zeros (%)	51.7%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1113.8687
95-th percentile	4647.894
Maximum	47137.212
Range	47137.212
Interquartile range (IQR)	1113.8687

Descriptive statistics

Standard deviation	2097.2643
Coefficient of variation (CV)	2.14234
Kurtosis	52.894099
Mean	978.95962
Median Absolute Deviation (MAD)	0
Skewness	5.1663234
Sum	8760709.6
Variance	4398517.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4628	51.7%
495.425832	1	< 0.1%
1486.243293	1	< 0.1%
855.232779	1	< 0.1%
3767.104707	1	< 0.1%
291.608512	1	< 0.1%
38.690552	1	< 0.1%
521.664369	1	< 0.1%
1974.202963	1	< 0.1%
2462.100789	1	< 0.1%
Other values (4312)	4312	48.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4628	51.7%
14.222216	1	< 0.1%
18.042768	1	< 0.1%
18.117967	1	< 0.1%
18.123413	1	< 0.1%
18.126683	1	< 0.1%
18.149946	1	< 0.1%
18.204577	1	< 0.1%
18.240626	1	< 0.1%
18.280043	1	< 0.1%

Value	Count	Frequency (%)
47137.21176	1	< 0.1%
29282.10915	1	< 0.1%
27296.48576	1	< 0.1%
26268.69989	1	< 0.1%
26194.04954	1	< 0.1%
23130.82106	1	< 0.1%
22665.7785	1	< 0.1%
21943.84942	1	< 0.1%
20712.67008	1	< 0.1%
20277.33112	1	< 0.1%

purchases_freq
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49040534

Minimum	0
Maximum	1
Zeros	2042
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.083333
median	0.5
Q3	0.916667
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.833334

Descriptive statistics

Standard deviation	0.4013597
Coefficient of variation (CV)	0.8184244
Kurtosis	-1.6386107
Mean	0.49040534
Median Absolute Deviation (MAD)	0.416667
Skewness	0.059970118
Sum	4388.6374
Variance	0.16108961
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
1	2178	24.3%
0	2042	22.8%
0.083333	677	7.6%
0.916667	396	4.4%
0.5	395	4.4%
0.166667	392	4.4%
0.833333	373	4.2%
0.333333	367	4.1%
0.25	345	3.9%
0.583333	316	3.5%
Other values (37)	1468	16.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2042	22.8%
0.083333	677	7.6%
0.090909	43	0.5%
0.1	27	0.3%
0.111111	18	0.2%
0.125	32	0.4%
0.142857	26	0.3%
0.166667	392	4.4%
0.181818	16	0.2%
0.2	19	0.2%

Value	Count	Frequency (%)
1	2178	24.3%
0.916667	396	4.4%
0.909091	28	0.3%
0.9	24	0.3%
0.888889	18	0.2%
0.875	26	0.3%
0.857143	25	0.3%
0.833333	373	4.2%
0.818182	21	0.2%
0.8	9	0.1%

one_purchases_freq
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20248031

Minimum	0
Maximum	1
Zeros	4301
Zeros (%)	48.1%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.083333
Q3	0.3
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.29834506
Coefficient of variation (CV)	1.4734522
Kurtosis	1.1613194
Mean	0.20248031
Median Absolute Deviation (MAD)	0.083333
Skewness	1.535453
Sum	1811.9963
Variance	0.089009773
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	4301	48.1%
0.083333	1104	12.3%
0.166667	592	6.6%
1	481	5.4%
0.25	418	4.7%
0.333333	355	4.0%
0.416667	244	2.7%
0.5	235	2.6%
0.583333	197	2.2%
0.666667	167	1.9%
Other values (37)	855	9.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4301	48.1%
0.083333	1104	12.3%
0.090909	56	0.6%
0.1	39	0.4%
0.111111	26	0.3%
0.125	41	0.5%
0.142857	37	0.4%
0.166667	592	6.6%
0.181818	34	0.4%
0.2	27	0.3%

Value	Count	Frequency (%)
1	481	5.4%
0.916667	151	1.7%
0.909091	4	< 0.1%
0.9	1	< 0.1%
0.888889	2	< 0.1%
0.875	6	0.1%
0.857143	1	< 0.1%
0.833333	120	1.3%
0.818182	10	0.1%
0.8	4	< 0.1%

purchases_install_freq
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36447807

Minimum	0
Maximum	1
Zeros	3914
Zeros (%)	43.7%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.166667
Q3	0.75
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.75

Descriptive statistics

Standard deviation	0.39745131
Coefficient of variation (CV)	1.090467
Kurtosis	-1.3987979
Mean	0.36447807
Median Absolute Deviation (MAD)	0.166667
Skewness	0.50902322
Sum	3261.7142
Variance	0.15796755
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	3914	43.7%
1	1331	14.9%
0.416667	388	4.3%
0.916667	345	3.9%
0.833333	311	3.5%
0.5	310	3.5%
0.166667	305	3.4%
0.666667	292	3.3%
0.75	291	3.3%
0.083333	275	3.1%
Other values (37)	1187	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3914	43.7%
0.083333	275	3.1%
0.090909	12	0.1%
0.1	6	0.1%
0.111111	9	0.1%
0.125	5	0.1%
0.142857	6	0.1%
0.166667	305	3.4%
0.181818	14	0.2%
0.2	9	0.1%

Value	Count	Frequency (%)
1	1331	14.9%
0.916667	345	3.9%
0.909091	25	0.3%
0.9	19	0.2%
0.888889	28	0.3%
0.875	28	0.3%
0.857143	30	0.3%
0.833333	311	3.5%
0.818182	21	0.2%
0.8	18	0.2%

cash_adv_freq
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	54
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13514068

Minimum	0
Maximum	1.5
Zeros	4628
Zeros (%)	51.7%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.222222
95-th percentile	0.583333
Maximum	1.5
Range	1.5
Interquartile range (IQR)	0.222222

Descriptive statistics

Standard deviation	0.20013229
Coefficient of variation (CV)	1.4809182
Kurtosis	3.3341906
Mean	0.13514068
Median Absolute Deviation (MAD)	0
Skewness	1.8286441
Sum	1209.3739
Variance	0.040052935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4628	51.7%
0.083333	1021	11.4%
0.166667	758	8.5%
0.25	578	6.5%
0.333333	439	4.9%
0.416667	273	3.1%
0.5	215	2.4%
0.583333	142	1.6%
0.666667	125	1.4%
0.090909	70	0.8%
Other values (44)	700	7.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4628	51.7%
0.083333	1021	11.4%
0.090909	70	0.8%
0.1	39	0.4%
0.111111	29	0.3%
0.125	47	0.5%
0.142857	49	0.5%
0.166667	758	8.5%
0.181818	42	0.5%
0.2	21	0.2%

Value	Count	Frequency (%)
1.5	1	< 0.1%
1.25	1	< 0.1%
1.166667	2	< 0.1%
1.142857	1	< 0.1%
1.125	1	< 0.1%
1.1	1	< 0.1%
1.090909	1	< 0.1%
1	25	0.3%
0.916667	27	0.3%
0.909091	3	< 0.1%

cash_adv_trx
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	65
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2490781

Minimum	0
Maximum	123
Zeros	4628
Zeros (%)	51.7%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	15
Maximum	123
Range	123
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	6.8249867
Coefficient of variation (CV)	2.1005918
Kurtosis	61.640368
Mean	3.2490781
Median Absolute Deviation (MAD)	0
Skewness	5.7209763
Sum	29076
Variance	46.580443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4628	51.7%
1	886	9.9%
2	620	6.9%
3	436	4.9%
4	384	4.3%
5	308	3.4%
6	246	2.7%
7	205	2.3%
8	171	1.9%
10	150	1.7%
Other values (55)	915	10.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4628	51.7%
1	886	9.9%
2	620	6.9%
3	436	4.9%
4	384	4.3%
5	308	3.4%
6	246	2.7%
7	205	2.3%
8	171	1.9%
9	111	1.2%

Value	Count	Frequency (%)
123	3	< 0.1%
110	1	< 0.1%
107	1	< 0.1%
93	1	< 0.1%
80	1	< 0.1%
71	1	< 0.1%
69	1	< 0.1%
63	1	< 0.1%
62	3	< 0.1%
61	1	< 0.1%

purchases_trx
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	173
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.711476

Minimum	0
Maximum	358
Zeros	2043
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	7
Q3	17
95-th percentile	57
Maximum	358
Range	358
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	24.858552
Coefficient of variation (CV)	1.6897388
Kurtosis	34.790599
Mean	14.711476
Median Absolute Deviation (MAD)	7
Skewness	4.6304932
Sum	131653
Variance	617.94759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2043	22.8%
1	667	7.5%
12	570	6.4%
2	379	4.2%
6	352	3.9%
3	314	3.5%
4	285	3.2%
7	275	3.1%
5	267	3.0%
8	267	3.0%
Other values (163)	3530	39.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2043	22.8%
1	667	7.5%
2	379	4.2%
3	314	3.5%
4	285	3.2%
5	267	3.0%
6	352	3.9%
7	275	3.1%
8	267	3.0%
9	248	2.8%

Value	Count	Frequency (%)
358	1	< 0.1%
347	1	< 0.1%
344	1	< 0.1%
309	1	< 0.1%
308	1	< 0.1%
298	1	< 0.1%
274	1	< 0.1%
273	1	< 0.1%
254	1	< 0.1%
248	2	< 0.1%

credit_limit
Real number (ℝ)

Distinct	205
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4494.4495

Minimum	50
Maximum	30000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	50
5-th percentile	1000
Q1	1600
median	3000
Q3	6500
95-th percentile	12000
Maximum	30000
Range	29950
Interquartile range (IQR)	4900

Descriptive statistics

Standard deviation	3638.8157
Coefficient of variation (CV)	0.80962435
Kurtosis	2.8366559
Mean	4494.4495
Median Absolute Deviation (MAD)	1800
Skewness	1.522464
Sum	40220828
Variance	13240980
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3000	784	8.8%
1500	722	8.1%
1200	621	6.9%
1000	614	6.9%
2500	612	6.8%
4000	506	5.7%
6000	463	5.2%
5000	389	4.3%
2000	371	4.1%
7500	277	3.1%
Other values (195)	3590	40.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50	1	< 0.1%
150	5	0.1%
200	3	< 0.1%
300	14	0.2%
400	3	< 0.1%
450	6	0.1%
500	121	1.4%
600	21	0.2%
650	1	< 0.1%
700	20	0.2%

Value	Count	Frequency (%)
30000	2	< 0.1%
28000	1	< 0.1%
25000	1	< 0.1%
23000	2	< 0.1%
22500	1	< 0.1%
22000	1	< 0.1%
21500	2	< 0.1%
21000	2	< 0.1%
20500	1	< 0.1%
20000	10	0.1%

payments
Real number (ℝ)

Distinct	8710
Distinct (%)	97.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1733.3365

Minimum	0
Maximum	50721.483
Zeros	240
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	90.11142
Q1	383.28285
median	857.06271
Q3	1901.2793
95-th percentile	6082.2391
Maximum	50721.483
Range	50721.483
Interquartile range (IQR)	1517.9965

Descriptive statistics

Standard deviation	2895.1681
Coefficient of variation (CV)	1.6702863
Kurtosis	54.767277
Mean	1733.3365
Median Absolute Deviation (MAD)	581.37563
Skewness	5.907465
Sum	15511628
Variance	8381998.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	240	2.7%
201.802084	1	< 0.1%
1825.349955	1	< 0.1%
2571.573214	1	< 0.1%
1903.279643	1	< 0.1%
454.888506	1	< 0.1%
956.028747	1	< 0.1%
4560.77572	1	< 0.1%
398.316441	1	< 0.1%
2617.887354	1	< 0.1%
Other values (8700)	8700	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	240	2.7%
0.049513	1	< 0.1%
0.056466	1	< 0.1%
2.389583	1	< 0.1%
3.500505	1	< 0.1%
4.523555	1	< 0.1%
4.841543	1	< 0.1%
5.070726	1	< 0.1%
9.533313	1	< 0.1%
12.773144	1	< 0.1%

Value	Count	Frequency (%)
50721.48336	1	< 0.1%
46930.59824	1	< 0.1%
40627.59524	1	< 0.1%
39461.9658	1	< 0.1%
39048.59762	1	< 0.1%
36066.75068	1	< 0.1%
35843.62593	1	< 0.1%
34107.07499	1	< 0.1%
33994.72785	1	< 0.1%
33486.31044	1	< 0.1%

min_pay
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8636
Distinct (%)	96.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	834.07503

Minimum	0
Maximum	76406.208
Zeros	313
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	29.908619
Q1	163.02948
median	289.6869
Q3	788.72161
95-th percentile	2719.8615
Maximum	76406.208
Range	76406.208
Interquartile range (IQR)	625.69213

Descriptive statistics

Standard deviation	2336.1044
Coefficient of variation (CV)	2.8008324
Kurtosis	292.33071
Mean	834.07503
Median Absolute Deviation (MAD)	188.7739
Skewness	13.807831
Sum	7464137.5
Variance	5457383.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	313	3.5%
299.351881	2	< 0.1%
150.317143	1	< 0.1%
271.528169	1	< 0.1%
6404.855484	1	< 0.1%
616.862544	1	< 0.1%
211.984193	1	< 0.1%
324.954747	1	< 0.1%
1600.26917	1	< 0.1%
277.546713	1	< 0.1%
Other values (8626)	8626	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	313	3.5%
0.019163	1	< 0.1%
0.037744	1	< 0.1%
0.05588	1	< 0.1%
0.059481	1	< 0.1%
0.117036	1	< 0.1%
0.261984	1	< 0.1%
0.311953	1	< 0.1%
0.319475	1	< 0.1%
1.113027	1	< 0.1%

Value	Count	Frequency (%)
76406.20752	1	< 0.1%
61031.6186	1	< 0.1%
56370.04117	1	< 0.1%
50260.75947	1	< 0.1%
43132.72823	1	< 0.1%
42629.55117	1	< 0.1%
38512.12477	1	< 0.1%
31871.36379	1	< 0.1%
30528.4324	1	< 0.1%
29019.80288	1	< 0.1%

prc_full_pay
Real number (ℝ)

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15373183

Minimum	0
Maximum	1
Zeros	5902
Zeros (%)	66.0%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.142857
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.142857

Descriptive statistics

Standard deviation	0.29251103
Coefficient of variation (CV)	1.9027357
Kurtosis	2.4316588
Mean	0.15373183
Median Absolute Deviation (MAD)	0
Skewness	1.9426414
Sum	1375.7461
Variance	0.0855627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	5902	66.0%
1	488	5.5%
0.083333	426	4.8%
0.166667	166	1.9%
0.5	156	1.7%
0.25	156	1.7%
0.090909	153	1.7%
0.333333	134	1.5%
0.1	94	1.1%
0.2	83	0.9%
Other values (37)	1191	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5902	66.0%
0.083333	426	4.8%
0.090909	153	1.7%
0.1	94	1.1%
0.111111	61	0.7%
0.125	52	0.6%
0.142857	54	0.6%
0.166667	166	1.9%
0.181818	75	0.8%
0.2	83	0.9%

Value	Count	Frequency (%)
1	488	5.5%
0.916667	77	0.9%
0.909091	19	0.2%
0.9	16	0.2%
0.888889	12	0.1%
0.875	18	0.2%
0.857143	12	0.1%
0.833333	63	0.7%
0.818182	17	0.2%
0.8	33	0.4%

tenure
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.517935

Minimum	6
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	6
5-th percentile	8
Q1	12
median	12
Q3	12
95-th percentile	12
Maximum	12
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.3371339
Coefficient of variation (CV)	0.11609146
Kurtosis	7.7073852
Mean	11.517935
Median Absolute Deviation (MAD)	0
Skewness	-2.9447877
Sum	103074
Variance	1.7879271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
12	7584	84.7%
11	365	4.1%
10	236	2.6%
6	203	2.3%
8	196	2.2%
7	190	2.1%
9	175	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	203	2.3%
7	190	2.1%
8	196	2.2%
9	175	2.0%
10	236	2.6%
11	365	4.1%
12	7584	84.7%

Value	Count	Frequency (%)
12	7584	84.7%
11	365	4.1%
10	236	2.6%
9	175	2.0%
8	196	2.2%
7	190	2.1%
6	203	2.3%

one_payment
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	139.8 KiB

1	4648
0	4301

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8949
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	4648	51.9%
0	4301	48.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	4648	51.9%
0	4301	48.1%

Most occurring characters

Value	Count	Frequency (%)
1	4648	51.9%
0	4301	48.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	8949	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	4648	51.9%
0	4301	48.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	8949	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	4648	51.9%
0	4301	48.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8949	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	4648	51.9%
0	4301	48.1%

gross_revenue
Real number (ℝ)

Distinct	8879
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1594.0164

Minimum	0
Maximum	19043.139
Zeros	71
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	139.8 KiB

Quantile statistics

Minimum	0
5-th percentile	10.019868
Q1	131.54818
median	896.71136
Q3	2097.0295
95-th percentile	5979.8678
Maximum	19043.139
Range	19043.139
Interquartile range (IQR)	1965.4814

Descriptive statistics

Standard deviation	2113.5397
Coefficient of variation (CV)	1.3259209
Kurtosis	7.5034663
Mean	1594.0164
Median Absolute Deviation (MAD)	818.62093
Skewness	2.3756077
Sum	14264853
Variance	4467049.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	71	0.8%
40.900749	1	< 0.1%
1215.04375	1	< 0.1%
1253.188317	1	< 0.1%
5207.364173	1	< 0.1%
323.1652653	1	< 0.1%
1085.776476	1	< 0.1%
237.198442	1	< 0.1%
1692.607704	1	< 0.1%
473.2675737	1	< 0.1%
Other values (8869)	8869	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	71	0.8%
0.000199	1	< 0.1%
0.001289	1	< 0.1%
0.004816	1	< 0.1%
0.009684	1	< 0.1%
0.01968	1	< 0.1%
0.064811	1	< 0.1%
0.065402	1	< 0.1%
0.147275	1	< 0.1%
0.187069	1	< 0.1%

Value	Count	Frequency (%)
19043.13856	1	< 0.1%
18495.55855	1	< 0.1%
16527.61208	1	< 0.1%
16269.30952	1	< 0.1%
16246.21647	1	< 0.1%
15627.83085	1	< 0.1%
15381.25265	1	< 0.1%
15323.38013	1	< 0.1%
15297.08111	1	< 0.1%
15261.4325	1	< 0.1%

Auto

Heatmap
Table

	id	balance	balance_freq	purchases	one_purchases	install_purchases	cash_adv	purchases_freq	one_purchases_freq	purchases_install_freq	cash_adv_freq	cash_adv_trx	purchases_trx	credit_limit	payments	min_pay	prc_full_pay	tenure	gross_revenue	one_payment
id	1.000	-0.244	-0.129	-0.119	-0.189	-0.019	-0.050	-0.025	-0.183	0.023	-0.024	-0.024	-0.080	-0.378	-0.224	-0.188	0.058	-0.174	-0.244	0.170
balance	-0.244	1.000	0.545	0.006	0.146	-0.090	0.566	-0.145	0.120	-0.144	0.544	0.549	-0.047	0.372	0.432	0.882	-0.485	0.065	0.999	0.030
balance_freq	-0.129	0.545	1.000	0.148	0.135	0.127	0.137	0.202	0.159	0.152	0.177	0.176	0.202	0.106	0.207	0.528	-0.174	0.228	0.538	0.110
purchases	-0.119	0.006	0.148	1.000	0.751	0.706	-0.385	0.795	0.693	0.606	-0.391	-0.384	0.885	0.261	0.395	0.015	0.238	0.132	-0.003	0.167
one_purchases	-0.189	0.146	0.135	0.751	1.000	0.200	-0.185	0.424	0.952	0.117	-0.179	-0.175	0.590	0.305	0.363	0.083	0.048	0.096	0.140	0.143
install_purchases	-0.019	-0.090	0.127	0.706	0.200	1.000	-0.357	0.786	0.185	0.923	-0.366	-0.357	0.784	0.123	0.238	-0.028	0.276	0.125	-0.098	0.099
cash_adv	-0.050	0.566	0.137	-0.385	-0.185	-0.357	1.000	-0.454	-0.189	-0.378	0.941	0.952	-0.408	0.163	0.257	0.464	-0.266	-0.113	0.583	0.033
purchases_freq	-0.025	-0.145	0.202	0.795	0.424	0.786	-0.454	1.000	0.463	0.852	-0.453	-0.447	0.924	0.104	0.172	-0.078	0.292	0.098	-0.155	0.389
one_purchases_freq	-0.183	0.120	0.159	0.693	0.952	0.185	-0.189	0.463	1.000	0.112	-0.176	-0.174	0.606	0.282	0.320	0.067	0.061	0.084	0.114	0.761
purchases_install_freq	0.023	-0.144	0.152	0.606	0.117	0.923	-0.378	0.852	0.112	1.000	-0.382	-0.374	0.781	0.047	0.121	-0.064	0.259	0.114	-0.152	0.085
cash_adv_freq	-0.024	0.544	0.177	-0.391	-0.179	-0.366	0.941	-0.453	-0.176	-0.382	1.000	0.983	-0.407	0.088	0.203	0.446	-0.287	-0.131	0.558	0.123
cash_adv_trx	-0.024	0.549	0.176	-0.384	-0.175	-0.357	0.952	-0.447	-0.174	-0.374	0.983	1.000	-0.399	0.097	0.215	0.459	-0.281	-0.099	0.564	0.000
purchases_trx	-0.080	-0.047	0.202	0.885	0.590	0.784	-0.408	0.924	0.606	0.781	-0.407	-0.399	1.000	0.190	0.284	0.000	0.253	0.169	-0.056	0.266
credit_limit	-0.378	0.372	0.106	0.261	0.305	0.123	0.163	0.104	0.282	0.047	0.088	0.097	0.190	1.000	0.449	0.257	0.021	0.170	0.373	0.228
payments	-0.224	0.432	0.207	0.395	0.363	0.238	0.257	0.172	0.320	0.121	0.203	0.215	0.284	0.449	1.000	0.421	0.187	0.205	0.436	0.082
min_pay	-0.188	0.882	0.528	0.015	0.083	-0.028	0.464	-0.078	0.067	-0.064	0.446	0.459	0.000	0.257	0.421	1.000	-0.407	0.142	0.880	0.033
prc_full_pay	0.058	-0.485	-0.174	0.238	0.048	0.276	-0.266	0.292	0.061	0.259	-0.287	-0.281	0.253	0.021	0.187	-0.407	1.000	0.020	-0.483	0.020
tenure	-0.174	0.065	0.228	0.132	0.096	0.125	-0.113	0.098	0.084	0.114	-0.131	-0.099	0.169	0.170	0.205	0.142	0.020	1.000	0.062	0.087
gross_revenue	-0.244	0.999	0.538	-0.003	0.140	-0.098	0.583	-0.155	0.114	-0.152	0.558	0.564	-0.056	0.373	0.436	0.880	-0.483	0.062	1.000	0.025
one_payment	0.170	0.030	0.110	0.167	0.143	0.099	0.033	0.389	0.761	0.085	0.123	0.000	0.266	0.228	0.082	0.033	0.020	0.087	0.025	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	balance	balance_freq	purchases	one_purchases	install_purchases	cash_adv	purchases_freq	one_purchases_freq	purchases_install_freq	cash_adv_freq	cash_adv_trx	purchases_trx	credit_limit	payments	min_pay	prc_full_pay	tenure	one_payment	gross_revenue
0	10001	40.900749	0.818182	95.40	0.00	95.40	0.000000	0.166667	0.000000	0.083333	0.000000	0	2	1000.0	201.802084	139.509787	0.000000	12	0	40.900749
1	10002	3202.467416	0.909091	0.00	0.00	0.00	6442.945483	0.000000	0.000000	0.000000	0.250000	4	0	7000.0	4103.032597	1072.340217	0.222222	12	0	3395.755780
2	10003	2495.148862	1.000000	773.17	773.17	0.00	0.000000	1.000000	1.000000	0.000000	0.000000	0	12	7500.0	622.066742	627.284787	0.000000	12	1	2495.148862
3	10004	1666.670542	0.636364	1499.00	1499.00	0.00	205.788017	0.083333	0.083333	0.000000	0.083333	1	1	7500.0	0.000000	0.000000	0.000000	12	1	1672.844183
4	10005	817.714335	1.000000	16.00	16.00	0.00	0.000000	0.083333	0.083333	0.000000	0.000000	0	1	1200.0	678.334763	244.791237	0.000000	12	1	817.714335
5	10006	1809.828751	1.000000	1333.28	0.00	1333.28	0.000000	0.666667	0.000000	0.583333	0.000000	0	8	1800.0	1400.057770	2407.246035	0.000000	12	0	1809.828751
6	10007	627.260806	1.000000	7091.01	6402.63	688.38	0.000000	1.000000	1.000000	1.000000	0.000000	0	64	13500.0	6354.314328	198.065894	1.000000	12	1	627.260806
7	10008	1823.652743	1.000000	436.20	0.00	436.20	0.000000	1.000000	0.000000	1.000000	0.000000	0	12	2300.0	679.065082	532.033990	0.000000	12	0	1823.652743
8	10009	1014.926473	1.000000	861.49	661.49	200.00	0.000000	0.333333	0.083333	0.250000	0.000000	0	5	7000.0	688.278568	311.963409	0.000000	12	1	1014.926473
9	10010	152.225975	0.545455	1281.60	1281.60	0.00	0.000000	0.166667	0.166667	0.000000	0.000000	0	3	11000.0	1164.770591	100.302262	0.000000	12	1	152.225975

	id	balance	balance_freq	purchases	one_purchases	install_purchases	cash_adv	purchases_freq	one_purchases_freq	purchases_install_freq	cash_adv_freq	cash_adv_trx	purchases_trx	credit_limit	payments	min_pay	prc_full_pay	tenure	one_payment	gross_revenue
8940	19181	130.838554	1.000000	591.24	0.00	591.24	0.000000	1.000000	0.000000	0.833333	0.000000	0	6	1000.0	475.523262	82.771320	1.00	6	0	130.838554
8941	19182	5967.475270	0.833333	214.55	0.00	214.55	8555.409326	0.833333	0.000000	0.666667	0.666667	13	5	9000.0	966.202912	861.949906	0.00	6	0	6224.137550
8942	19183	40.829749	1.000000	113.28	0.00	113.28	0.000000	1.000000	0.000000	0.833333	0.000000	0	6	1000.0	94.488828	86.283101	0.25	6	0	40.829749
8943	19184	5.871712	0.500000	20.90	20.90	0.00	0.000000	0.166667	0.166667	0.000000	0.000000	0	1	500.0	58.644883	43.473717	0.00	6	1	5.871712
8944	19185	193.571722	0.833333	1012.73	1012.73	0.00	0.000000	0.333333	0.333333	0.000000	0.000000	0	2	4000.0	0.000000	0.000000	0.00	6	1	193.571722
8945	19186	28.493517	1.000000	291.12	0.00	291.12	0.000000	1.000000	0.000000	0.833333	0.000000	0	6	1000.0	325.594462	48.886365	0.50	6	0	28.493517
8946	19187	19.183215	1.000000	300.00	0.00	300.00	0.000000	1.000000	0.000000	0.833333	0.000000	0	6	1000.0	275.861322	0.000000	0.00	6	0	19.183215
8947	19188	23.398673	0.833333	144.40	0.00	144.40	0.000000	0.833333	0.000000	0.666667	0.000000	0	5	1000.0	81.270775	82.418369	0.25	6	0	23.398673
8948	19189	13.457564	0.833333	0.00	0.00	0.00	36.558778	0.000000	0.000000	0.000000	0.166667	2	0	500.0	52.549959	55.755628	0.25	6	0	14.554327
8949	19190	372.708075	0.666667	1093.25	1093.25	0.00	127.040008	0.666667	0.666667	0.000000	0.333333	2	23	1200.0	63.165404	88.288956	0.00	6	1	376.519275

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample